{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Python可视化\n",
    "- https://blog.csdn.net/Yellow_python/article/details/80524885\n",
    "- https://blog.csdn.net/Yellow_python/article/details/80606897"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from warnings import filterwarnings\n",
    "filterwarnings('ignore')  # 不打印警告\n",
    "import numpy as np, pandas as pd, seaborn\n",
    "from matplotlib import pyplot as mp\n",
    "from mpl_toolkits import mplot3d  # 三维坐标轴\n",
    "from sklearn.datasets import make_regression, make_blobs, load_iris, load_digits  # 数据集\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 热力图、等高线图、三维曲面图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.linspace(-3, 3, 999)\n",
    "x, y = np.meshgrid(x, x)\n",
    "z = (1 - x / 2 + x ** 5 + y ** 3) * np.exp(-x ** 2 - y ** 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 绘制热力图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mp.imshow(z, origin='low', cmap='jet')\n",
    "mp.colorbar()  # 颜色条\n",
    "mp.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 等高线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cntr = mp.contour(x, y, z, colors='black')  # 绘制等高线\n",
    "mp.contourf(x, y, z, cmap='jet')  # 填充颜色\n",
    "mp.clabel(cntr, fmt='%.1f')  # 显示各等高线的数据标签\n",
    "mp.colorbar()  # 颜色条\n",
    "mp.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3D曲面图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = mp.figure('3D')  # 创建figure对象\n",
    "ax = mplot3d.Axes3D(fig)  # 获取3维坐标轴\n",
    "ax.plot_surface(x, y, z)\n",
    "mp.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = mplot3d.Axes3D(mp.figure())\n",
    "ax.plot_surface(x, y, z, rstride=9, cstride=9, cmap='jet')\n",
    "mp.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 折线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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rQ/cI6JrxWVweF6ntqSybsYzLyy/vn/LZ0+nPSHpF+RXsatrFxrqNXF5+udJDTyKxbBGsBD4J7DHG7Boouxe4wRizArDAAeDzMayDyJTV5mkj1aTiSHcA/cnaOns6ae1sDXv+4DTSda113Pb0bZTnl3NG0Rn8YuP5Ie+57tIX2HN0D332DJxuJ95eL+097f0th55UslKz/IPNeVl5zMmZ4x+IVhCYPGI5a+hFwIR5SdNFJSnEerevvKw82jxtdPR04Ehz0OntpI8+8rPyw947cIZQ04n+aaKpJpWnX7wm5B/lpcvb2Of5EZvf9lBwWgGzps3Ckeag0d1Ic0czR9qPcP+q+3n4tYfDDhKPlJFUEotSTIjEQDQ2cRnJ8qLlZGdk0+BuwOXp38S9PL+caenTwt77uOc4Z84+E4CaYzUcqruejs6ZIde9vmoLBY4COt+ZxzbnNjp7O3GkOcjJzCE1JZXywnIW5i8MGmyONCOpJCalmBCJgcBv3ykmhbysPAocBf5ZNtFQVVZFakoqZ84+kw8s/gBzc+ayu2k3zx94nreOvUWXtyvo3i6Pyz+zZ+u2j4UEgbs/cpjT3/19f72XzlhKRmoG3l4vje5GOno66OjpoCSnxP+gH01GUklcahGIxMBYN3EJZ6gupsBsoLvf2U1dWx3Li5azt3kvBsPWw1tZOW8lRdlF5GbmUuAoCLtZ/I1XvsrsnCJcnnZ/PaF/KullZZexsX4jzR3NlBeWU55fTmpKqv9BH0lGUkl8CgQiMTDeLhPfw393027q2+pZXrSc8oLykC4m33/rtq2jNL+UvKw8GtwNdHo7mZY+zb9CuH+f4NC9gq+79AVmZZf7v8mfX3J+UL2XzVpGRmoGR9qPsDB/IXNz5oaMdWgP4clPgUAkBkba7Ws4geMLri4XqSaVPUf3kJuZ69/ScfBagcAWyJIZS9h6eCuOdAdHmk/jgW2hmV0OrL1mINgcCvomD4RdV3D/qvv1sJ/CFAhEYmAsXSa+VsCTbz1JVloWZ885m3ZPuz91tO/bfbgupsAWSFF2ESvnrWTDn88OuUdgauihvsmrqyf5KBCIxMhoukwCWwHGGH8ff3pKOp3eThzpDlydLiB8F1NgC6R/HCC4FfD4Le/lrPmRpfUart6xnhIr8aFAIJIAAmcZ5Wfl+/v4u73ddPR04OnxkJeV5+/LD9fF9Gj1hWGvHekGMSOZiCmxEh+aPiqSAAKzdy6ZsYSOng766KPX9nLGrDPotb3kO/JDNpQHqGneF3aTmB9/NoO7Pnxo2MykozERU2IlPtQiEEkA4fr4X33nVQDK8stYc84aoP9h/PBrD/u7ZcIFgHuvc1LbUstDL+1mddnqqH17j+aUWEksCgQiCWDwLKPMtEwWFy72P7gHd8us/Z95fIPgIFBc0M2nV/enbD/iPoK3zzumjWKGGgfQKuKpS11DIglguD0D4FS3zPaadw2sCQh2ywf2+oMAwNETRymaVhR0TiQbxQy3x4FWEU9dahGIJIjhZus43U5+ufGCkPLy07/NwoKF7G+xLCxc6J/7n5aSRnFu8MyhSL69D966MrAlcfO5N2tq6RSlQCCSAIablll691NAcBA4/+z/oce2k5U2m/KCcjp7Ov2tibk5c7njgjvYdGATLo9rVAvaRhoH0CriqUmBQCTOhpqWOdR00Pee+whd3i5O9pxkXu48djXu4lD7IaoWVHHcc5ztDdsBqCiowJHmwN3ljvjbu8YBkpMCgUicDe6Oobcw7C5hz925iK9u/ipNJ44yO3s283LnUdNSQwopTM+cztO1T/POyXcoySmho6eDN5rfYP70+Xz1oq9y2cLLIqrLeFJjyOSlQCASRWNZeRvYHfPA70LzAj1356KBaaMvsWTGEnIyclhYuJBdjbtIIYU++kgnne6+bjJTM3nb9Tazc2ZT4CigrbONh156iNL80oi6dJRNNDkpEIhEyVhX3hbnFIedCbTqjDbuvfI9Idc0xtDR3cGh9kPMmz6PpTOW8vKRl/H2eenu7cZaS0ZqBgA9fT14+7xDThsdLsW1JI+4BQJjzJXAd4FU4CfW2rXxqosIjD+PznAzboa6zoXffJ7DrfNDyq+v2uL/Zj74muUF5eRk5PDxMz6Ou9vt3y/Y6XbS2dPJaemnAdDT20N6SjpF04rCThtVygjxics6AmNMKvAD4CpgKf0b2i+NR11EYPj585EKTBPhM9zc/dK7n+Jwa2dQ2Scvf5m7PnzI/zAe7pqB8/oXFS4iIyWDHttDWmoa3d5uTnSfICczh+Lc4rCDvUoZIT7xahGcB+y31tYDGGMeBT4IvBGn+kiSG8u3+cEinXHTPx002Nv/cTXGGCA4Qdxw1wzsz3d3ubm64mrqWuvYemQrHT0dLCpYxOkzTw/aUSyQUkaIT7wCQTFwOOD4CPCewBOMMWuANQDz54c2nUWiKRoPxZFm3IQLADB8dtCRrhmuP9/XxdXgbgi7o5iPpoqKT7wCgQlTZoMOrF0PrAeorKy0Yc4XiZrRPBQj2UM4cMbNgaZcLnswNAhEkh56LLN4Ih3s1VRR8YlXIDhC8AaqJcDwSVBEYijSh+JIA6yDH8LhWgGj3R8gVrN4NFVUfOIVCLYBFcaYBYATuB74WJzqIlPAeGf8RPpQHG4swfdzqLxA1f96EQtn5Yz1T4wJTRUViFMgsNZ6jTG3Ac/SP330p9bavfGoi0x+0ZoGGclDcU/THlweF64uF/lZ+SyZsYSZ02ayp2kPB48fHEgLETqmFa1dwkRiIW7rCKy1TwNPx+v+MnVEY8ZPJGpbaqlrqyPVpJJ/Wj6eHg9bD2/ljFlncOyki6e2XB3ynrs+fIibz705anWIpI7aU1hGSyuLZdKbqGmQ1fXVLC9azp6je+js6cSR5qCzp5PfPX9JyLn3Xuekz/bhbD819BWth/RQ19ECMRkrBQKZ9KI1DXKkB7XT7aS8oJzczFxqjtWwdVvosNZZZSe56hxXSB2i9ZAe7joT1TKSqUeBQCa9sU6DDHzwp6ek42x3srBw4ZAPal/A2b1/Edtqzw653vVVWyhwFNBnQ+sQrYf0cNfRAjEZK21VKZPeSNs8hjM4pcSud3axr3UfXd6usOkWaltqOXryKD/84zK21WYHXeu5OxdxYO01w9ZhtOknhjLcdXyBKpAWiEkk1CKQKWG00yAHf7Pu6u0i35FPzbEairL79/r1fZuubanlsgf3AZVB1yhb/D0qZpQCd4xYB99DusvbRc2xGto8bWSmZrJi9opR/Z3DdYNpgZiMlVoEkpQGf7POz8rHWIPL4/KXtXe184uN5w8EgWBnn7WBObkzKC8ojyhJW1VZFXWtdWx6exOdPZ1kpmXS5mnzB5pIDbeB/FhaRiKgFoEkqcHfrJfMWMKmtzeR78inz/bReLyDh58L3SVs5Xm/wmCw1uHfDziSPviKwgrmZM/haMdRurxd5GXlcfaCs8lMyxzVOMFIC9+0QEzGQoFAko6vv//Zumcpyi5iRdEKHOkOFhcuZk72nLCbxNzygb289s5reHo8ONIddHo7ycvKG1UfvNd6uaL8ClLMqYZ4/xTT0Q3m6mEv0aZAIEklcPrlFeVX8OKhF3n4tYcpzinm8L67Q87//S3vJWfaMTbs3MLcnLnsbtpNZ08nffRRnl8+qj54ZfuURKVAIEklcJC4y9tFakoq2Sf/mcONC0POPZUWIt/fHdPR00FrZyv5WfmU5ZeNalGYBnMlUSkQyJQ2eJHY7qbdnDn7TABqjtVQ8/oXQ94TLi1ENLpjlO1TEpUCgUxZ4Vbh1rfVk52RPZAWInhlcDTTQgy3Z4Ee/JJoFAhkygq3Cvetvf/EW4Py3E7Pe4OPXOABiqKSFmK071OiOIk3BQKZtCLJDeRLuXCwOYNHXpgZco3Fy77H8qLlzJxW7p+Tf+2Sa6ltqeWrm7/K0ZNHmZ09myUzlvgXmo003XM06SSUKE4SgQKBTAqDH/oL8xey6cCmYR+gvlk6P/xj6HoA30BwbcuikD57gA07N9B0sonZ2bPp9Hay9fBWVs5bycxpM0ec7jmanD9KFCeJQIFAEl64b80PvfQQy4uWD/sA/cZjoRvE/P1FL3Prez7lPw7XZ79u2zoKHAXMyZ6Dx+vhtPTTgP7B5cy0zBGne45mmqgSxUkiUCCQhBKuuyfct2ZvnxdnuzPoIe57gK64fyOujp6Qa9/14UNUlX1qxG/avmyk7V3tvNH8BrlZuRRnF3Pcc5x5nfNGnO45mmmiWlsgiSAmuYaMMQ8aY2qMMbuNMY8bY/IGykuNMZ3GmF0D//0oFveXyWlwRlB3t5sNOzewp2lPSMbNWdmzaDrZFFTW2uHmFxvPDwkCB9Zew4G113DzuTdH1N2SnpLO5gObyUjNYOnMpWBhz9E9ZKVlRdR3P5qcP8PlDhKZKLFqETwH3DOwN/E3gHuAuwZeq7PWji7loiSFofrLD7oOhnxrLskpobWj1Z/vpz8tRHHQ9ca6T7C1tv8nltzMXBbkL2B61nTOnXvuqHICRXKu1hZIIohJILDWbgw4fBn4SCzuI1PLUP3l+Vn5tHa2+o/bu9pJTUnljgvu4HM/6Q65zn/ecBYfOHPsXSte62VV6Sr2tezD5XGRl5XHqtJVePu8Y77mcLS2QOJtIsYIbgR+E3C8wBizE2gH7rPWbpmAOsgkMFR/+RlFZ/jHCnzfmrO6L+VzP2kKucZYWwGD6+HudnNx6cX+MpfHRU5GzrivLZKIxhwIjDHVwOwwL33ZWvvEwDlfBrzAIwOvNQLzrbUtxphzgD8YY5ZZa9sHX8QYswZYAzB/fujsD5l6hhtkDfzWXHr3U0BwEIhGAIikHiJTkfH1h0b9wsZ8GvgCsNpa2zHEOS8Ad1hrtw93rcrKSrt9+7CnyBThmzXU4G5gbs5cFuYvZH/bfpxuJ7/ceEHI+XUPXE1qiol5PbTaVyYjY8wOa23lSOfFpGvIGHMl/YPDFwcGAWPMTKDVWttrjCkDKoD6WNRBJqfAb/6+WUSPVl8IBLcKVy2eyc/+8bwJqYfIVBerMYLvA5nAc8YYgJettV8ALgLuN8Z4gV7gC9ba1hjVQcYoUXLf/P71zQNBIFh/dtDodQWJJLtYzRoKTe7eX/4Y8Fgs7inRkSi5b/rHAYKng4bLDioi46eVxRIk3rlv+gNAsM9f2URhjpemE0282vgqHq+HddvWqd9eJEpisrJYJi+n2xmyijc3M5cGd2y/hd/5u9fCBoHrq7aQmn6MRncjm97eRJunjfNLzvevOq5tqY1pvUSSgVoEEmSic99Ya1lwz9Mh5YOzg77w9gvkO/I5e/bZ/nTQoCydItGgQCBBYjWHPtwA9GUP7gs5b/B6AN/sHd+q4xRzqhGrLJ0i0aFAIEFikfvGNwDd29fLEfcRfrnxAr5BcBC49+olrLmofMhrKEunSOwoEEiI0c6hH2m6aXV9Nb19vWw72MiBuk+EvD+SVcFa7SsSOxoslnEZKnV04CCu0+3kd89fwoG6G4LeW376t7nrw4ciuk+41M6rS1dTXV/Nfc/fx7pt6zRwLDJGahHIuIw03bR/JlBwaogLzvkt3X0nyEwtGtNsJIul6UQTu97ZRXlBufb6FRkntQhkXIaabvroi9NCpoNmZx9g5Xm/orvvBCd7TlKcWxxxH//glsdrR1/jrZa36PJ2kWJSyMvKo8BRQHV9ddT+NpFkoRZBkopWGonBg7jeXvjm7+eFnPfjz2bw0EtPUt/STk9fD+kp6exu2s3lZZdHdJ/BLY9ubzcFWQXUHKvxTyfVLCKRsVGLIAlF0q8fqcCtFh/4XTHf/H1wWohbPrCX66u2UJpfyh0X3EFuVi7Ts6ZTWlDK8qLlbDqwKaL7Dm555GXlYY3F5XH5yzSLSGRs1CJIQtFMI1FRWBE2MdxnL29i1nQvcOraAKvLVgdNAXV5XBHdd3DLY8mMJWx6exP5Wfn02T7NIhIZB7UIklC00kjsONgaNi3E3R85PBAEgq89nvsO3uQ9My2TRQWLWDF7xYgbxIvI8NQiSELRWJwVLgB84vKXqGuto661JOiBHHjt9q52urxd1ByrweVxkZGWwZmzzhzxfuEWut258k49+EWiQIEgCQ23OGtKl7syAAAND0lEQVSkQeRwAeAfVm+h8LQCcjNL6PJ2seVQ/zbU5QXlIV02D259kH2t+8h35JOZmklrZyuNJxqpbakd8aGuzWJEYkOBIAkNlUYCGHIvgh89f5THdriCrvP9j53F4a4ncHefGm/wPaiPtB8hKy0rJEVFcW4xzR3NdHu7ycvKY/Wc1WSmZSp5nEgcKRAkqXDfrtdtWxcyiNzVkxI2Odz1VVtYXLyIl1/rTwYXqLygnKy0LL5+6ddD3tfT18MVC68ISh7Xv9mMpn2KxEvMAoEx5mvA54DmgaJ7rbVPD7x2D3AT/dtV/pO19tlY1UMi58vw6fPA74oJt0sYgMvTv3hrtOMNSh4nknhi3SL4jrX2ocACY8xS4HpgGTAXqDbGLLLW9sa4LjIC30P6588t4YQnNei1f/ngERwZxn/sW7z1qTM/NapkcEoeJ5J44jF99IPAo9baLmvt28B+4Lw41EMGede09/HDPy4LCgJLSw/xmSu20dV3POhc37f4cMnghpvGGXj+nqY97GzcyXHPcarrq5U0TiROYt0iuM0Y8ylgO/Ala20b/X0NLwecc4TB/Q8yoYbaJeyuDx+iqqwKYNhv8aOdzeM79+Dxg7wr713+ayppnEh8jCsQGGOqgdlhXvoysA74OmAHfn4LuBEwYc63Ya69BlgDMH/+/PFUU4YRbjpouP0Bor1ZTTRXN4vI+IwrEFhrqyI5zxjzY+BPA4dHgMCsZCVAyNJSa+16YD1AZWVlSKCQ8XlqdyO3/urVoLK/3n0pc/McYc+P9hz+wQPToKRxIvESy1lDc6y1jQOH1wKvD/z+JPArY8y36R8srgD+Fqt6SLB2Tw/Lv7YxqOzzF5dxz1WnT2g9NHtIJHHEcozgm8aYFfR3+xwAPg9grd1rjPkt8AbgBW7VjKHoGmp18OBuoBnZmWy/L6JGXdRp9pBI4jDWJn6vS2Vlpd2+fXu8qzEp+FJMFzgK/A/YZ3YUUt8QPJRT/8DVpKSEG66ZOL6A1eBuYG7O3DHviSAi4RljdlhrK0c6TyuLp5jAQdjG1nR+tmlZ0OvP3n4Ri2fnxKl2wZQ7SCQxKBBMMU63k7nZJQOrgk85/V2N/Pnmz8apViKSyBQIpphfbrwgpOyWD+wlJyMxWgEikngUCCahcIPBf9zRx/ee3x903r988Ahdfcc1CCsiw1IgmGQCB4NLcktwtnWGZAe9+5rZ2Ky/+Qdhx7v4S0SmNgWCSSZwMHjwOEDBtAxe/cplA0fnTHzlRGRSUiCYZJxuJ3v3n8HO+uyg8k9c9jL/tjo0/7+IyEgUCCaRnYfaQgaDb77qHUxaCzkZWpErImOjQDAJ1DTv48pvBadoXr3iCOcutFqRKyLjpkCQ4B545hXWv3DMf1yY28k5795IcW4xznavBoNFZNwUCBLUrsMu/v4HW/3H5bM9fPR9LRgDLs9CcjJyuPncm+NYQxGZKhQIEszxzh7e80A1np4+f9kX3+8kJyA7tNI1i0g0KRAkCGst//rb13h856kH/COffQ+7236Hu9sNKF2ziMSGAkECeGKXk39+dJf/+LZVC7njisUAzGpRumYRiS0Fgjh6+9hJVj30gv+4YlY2f/qn95GZdmrzeN9m79HcJlJEJJACQRx0eXt5//depPboCX/Z5jsuYcGMaWHPV7pmEYklBYIJ9tCzb/H9zaeSw333+hV8cEXxMO8QEYktBYIJ8tf9x/jYT17xH197VjHf/uiZGBPfXcJERGISCIwxvwEWDxzmAS5r7QpjTCnwJvDWwGsvW2u/EIs6JIpjJ7qo/Ldq/7EjPZWX713NdEd6HGslInJKTAKBtfYffL8bY74FHA94uc5auyIW900kfX2Wmx7exua3mv1lf7h1JSvm5Q3zLhGRiRfTriHT3+/xUeDSWN4n0TzyykG+/Pjr/uN7r17CmovK41gjEZGhxXqM4EKgyVobmDFtgTFmJ9AO3Get3RLujcaYNcAagPnz58e4mtHxRkM7V3/v1J9zbmk+v/7c+aSlpsSxViIiwxtzIDDGVAOzw7z0ZWvtEwO/3wD8OuC1RmC+tbbFGHMO8AdjzDJrbfvgi1hr1wPrASorK+1Y6zkRTnZ5ufjBFzh2ostf9tI9lzJnumOYd4mIJIYxBwJrbdVwrxtj0oAPEbBVlrW2C+ga+H2HMaYOWARsH2s94u0rf3idX7x80H/8089UcumSojjWSERkdGLZNVQF1Fhrj/gKjDEzgVZrba8xpgyoAOpjWIeY2bj3Hdb8Yof/+DPvLeVrf7csjjUSERmbWAaC6wnuFgK4CLjfGOMFeoEvWGtbY1iHqHO6Olm59nn/8ZzpWWz60sWclqElGSIyOcXs6WWt/UyYsseAx2J1z1jq6e3jo//1EjsPufxlz95+EYtn58SxViIi46evsRFY90Id33imxn+89kNncP15k2Mmk4jISBQIhrHjYBsfXvdX/3HV6UWs/+Q5pKQoLYSITB0KBGG4Oro599+r6ek9NWt1x31VFGZnxrFWIiKxoUAQwFrLF3+9kz/tbvSXPbrmfM4vK4xjrUREYkuBYMDjO4/wL795zX98e1UFt1ctimONREQmRtIHgrrmE6z+1l/8x6fPyeUPt743aJcwEZGpLGkDgaenl6u+u4W3j530l/3lzkt4V2H4XcJERKaqpAwEa/9cw4/+Uuc//sHHzuaa5XPiWCMRkfhJqkCwpbaZT274m//4unNK+OZHlmuXMBFJakkRCI66PZz375v8xzmZaWy951Jys7RLmIjIlA8E9c0nuDRgMPjJ21ayvES7hImI+Ez5QODts2Slp/B/rljCje9bEO/qiIgknCkfCBYV5VDz9aviXQ0RkYSlPRRFRJKcAoGISJJTIBARSXIKBCIiSW5cgcAYc50xZq8xps8YUznotXuMMfuNMW8ZY64IKL9yoGy/Mebu8dxfRETGb7wtgteBDwH/G1hojFlK/57Fy4ArgR8aY1KNManAD4CrgKXADQPniohInIxr+qi19k0gXIqGDwKPWmu7gLeNMfuB8wZe22+trR9436MD574xnnoMpballur6apxuJ8U5xVSVVVFRWBGLW4mITFqxGiMoBg4HHB8ZKBuqPOpqW2rZsHMD7m43JbkluLvdbNi5gdqW2ljcTkRk0hqxRWCMqQZmh3npy9baJ4Z6W5gyS/jAY8OUYYxZA6wBmD9/9BvFV9dXU+AoIC+rP52E72d1fbVaBSIiAUYMBNbaqjFc9wgwL+C4BGgY+H2o8sH3XQ+sB6isrAwbLIbjdDspyS0JKsvNzMXZ7hztpUREprRYdQ09CVxvjMk0xiwAKoC/AduACmPMAmNMBv0Dyk/GogLFOcW0d7UHlbV3tTM3Z24sbiciMmmNd/rotcaYI8AFwFPGmGcBrLV7gd/SPwj8DHCrtbbXWusFbgOeBd4EfjtwbtRVlVXR2tmKy+Oiz/bh8rho7WylqmwsDRwRkanLWDvqXpcJV1lZabdv3z7q9/lmDTW4G5ibM1ezhkQkqRhjdlhrK0c6b0pnH60orNCDX0RkBEoxISKS5BQIRESSnAKBiEiSUyAQEUlyCgQiIkluUkwfNcY0AwfjXQ9gBnAs3pWYBPQ5jUyfUWT0OY1suM/oXdbamSNdYFIEgkRhjNkeyZzcZKfPaWT6jCKjz2lk0fiM1DUkIpLkFAhERJKcAsHorI93BSYJfU4j02cUGX1OIxv3Z6QxAhGRJKcWgYhIklMgGCVjzIPGmBpjzG5jzOPGmLx41ykRGWOuM8bsNcb0GWM06yOAMeZKY8xbxpj9xpi7412fRGSM+akx5qgx5vV41yVRGWPmGWM2G2PeHPi39s9jvZYCweg9B7zbWrsc2AfcE+f6JKrXgQ8B/xvviiQSY0wq8APgKmApcIMxZml8a5WQ/hu4Mt6VSHBe4EvW2tOB84Fbx/r/JQWCUbLWbhzYYAfgZfq325RBrLVvWmvfinc9EtB5wH5rbb21tht4FPhgnOuUcKy1/wu0xrseicxa22itfXXgdzf9m30Vj+VaCgTjcyPw53hXQiaVYuBwwPERxviPV8THGFMKnAW8Mpb3T+mNacbKGFMNzA7z0pettU8MnPNl+ptmj0xk3RJJJJ+ThDBhyjR1T8bMGJMNPAbcbq1tH+n8cBQIwrDWDruxsTHm08D7gdU2ieffjvQ5SVhHgHkBxyVAQ5zqIpOcMSad/iDwiLX292O9jrqGRskYcyVwF/B31tqOeNdHJp1tQIUxZoExJgO4HngyznWSScgYY4ANwJvW2m+P51oKBKP3fSAHeM4Ys8sY86N4VygRGWOuNcYcAS4AnjLGPBvvOiWCgYkGtwHP0j+491tr7d741irxGGN+DbwELDbGHDHG3BTvOiWglcAngUsHnkW7jDFXj+VCWlksIpLk1CIQEUlyCgQiIklOgUBEJMkpEIiIJDkFAhGRJKdAICKS5BQIRESSnAKBiEiS+/+mPd1wZPq+QgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X, y, coef = make_regression(n_features=1, noise=9, coef=True)\n",
    "x = X.reshape(-1)\n",
    "mp.scatter(x, y, c='g', alpha=0.4)  # 散点图\n",
    "mp.plot(x, coef * x)  # 折线图\n",
    "mp.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 颜色填充"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-6, 6, 100)\n",
    "mp.plot(x, np.cos(x))\n",
    "mp.fill_between(x, np.cos(x), alpha=.2)\n",
    "mp.axhline(color='black', linewidth=1)\n",
    "mp.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 气泡图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = [0, -2, 1, 2]\n",
    "y = [0, 0, 1, -1]\n",
    "s = [3e3, 1e3, 1e3, 5e2]\n",
    "c = list(range(4))\n",
    "t = list('ABCD')\n",
    "mp.scatter(x=x, y=y, s=s, c=c, alpha=0.3)\n",
    "for i in range(4):\n",
    "    mp.text(x[i], y[i], t[i], size=s[i]**.4, ha='center', va='center')\n",
    "mp.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3D散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X, y = make_blobs(centers=[[-1, -1, -1], [1, 1, 1]], cluster_std=1)\n",
    "ax = mplot3d.Axes3D(mp.figure())\n",
    "ax.scatter(X[:, 0], X[:, 1], X[:, 2], s=99, c=y)\n",
    "mp.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 子图；条形图、饼图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = list('ABCDE')\n",
    "y = [4, 1, 3, 2, 3]\n",
    "mp.subplot(1, 2, 1)\n",
    "mp.bar(x, y)  # 条形图\n",
    "mp.subplot(1, 2, 2)\n",
    "mp.pie(y, labels=x)  # 饼图\n",
    "mp.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 箱线图、小提琴图、蜂群图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "bunch = load_iris()\n",
    "X = bunch.data\n",
    "x = X[:, 0]\n",
    "y = bunch.target\n",
    "names = bunch.feature_names\n",
    "df = pd.DataFrame(X, columns=names)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 表格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal length (cm)</th>\n",
       "      <th>sepal width (cm)</th>\n",
       "      <th>petal length (cm)</th>\n",
       "      <th>petal width (cm)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>6.3</td>\n",
       "      <td>2.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>6.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>6.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>5.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     sepal length (cm)  sepal width (cm)  petal length (cm)  petal width (cm)\n",
       "145                6.7               3.0                5.2               2.3\n",
       "146                6.3               2.5                5.0               1.9\n",
       "147                6.5               3.0                5.2               2.0\n",
       "148                6.2               3.4                5.4               2.3\n",
       "149                5.9               3.0                5.1               1.8"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 矩阵"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "seaborn.heatmap(df.corr(), center=1, fmt='.3f', annot=True)\n",
    "mp.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 小提琴图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "seaborn.violinplot(x=y, y=x)\n",
    "mp.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 箱线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "seaborn.boxplot(x=y, y=x)\n",
    "mp.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 蜂群图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "seaborn.swarmplot(x=y, y=x)\n",
    "mp.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 带状图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "seaborn.stripplot(y, x, alpha=0.5, jitter=0.05)\n",
    "mp.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 动态图\n",
    "`%matplotlib qt5`设置弹窗（在import matplotlib前）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib qt5\n",
    "import matplotlib.pyplot as mp\n",
    "fig, ax = mp.subplots()\n",
    "x = list(range(1, 50))\n",
    "for i in range(2, 51):\n",
    "    ax.cla()  # 清除\n",
    "    ax.bar(x[:i], x[:i])  # 绘图\n",
    "    mp.pause(.02)  # 限时展示（设置停留时间）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib qt5\n",
    "import matplotlib.pyplot as mp, numpy as np\n",
    "\n",
    "mp.axis([-8, 8, -1, 1])\n",
    "x = np.linspace(-8, 8, 400)\n",
    "y = np.sin(x)\n",
    "\n",
    "for i in range(400):\n",
    "    mp.scatter(x[i], y[i], 1, c='b')\n",
    "    mp.pause(1e-9)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "digits = load_digits()\n",
    "images, target, data = digits.images, digits.target, digits.data\n",
    "for i in range(10):\n",
    "    mp.subplot(1, 10, i + 1)\n",
    "    mp.axis('off')\n",
    "    mp.imshow(images[i], cmap=mp.cm.gray_r)\n",
    "    mp.title(target[i])\n",
    "mp.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from skimage import data  # conda install pillow\n",
    "cat = data.chelsea()\n",
    "# RGB通道\n",
    "cat_R = cat.copy()  # 红色通道\n",
    "cat_R[:, :, 1] = cat_R[:, :, 2] = 0  # 绿、蓝通道像素设0\n",
    "cat_G = cat.copy()  # 绿色通道\n",
    "cat_G[:, :, 0] = cat_G[:, :, 2] = 0  # 红、蓝通道像素设0\n",
    "cat_B = cat.copy()  # 蓝色通道\n",
    "cat_B[:, :, 0] = cat_B[:, :, 1] = 0  # 红、绿通道像素设0\n",
    "# 可视化\n",
    "plot_image = np.concatenate((cat, cat_R, cat_G, cat_B), axis=1)\n",
    "mp.imshow(plot_image)\n",
    "mp.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 网络\n",
    "https://blog.csdn.net/Yellow_python/article/details/83042748"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`Anaconda Prompt`下输入**conda install networkx**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from warnings import filterwarnings\n",
    "filterwarnings('ignore')  # 不打印警告\n",
    "import networkx as nx\n",
    "from matplotlib import pyplot as mp\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "绘图参数|中文解释|绘图参数|中文解释\n",
    "-|-|-|-\n",
    "node_size|节点的大小|node_color|节点的颜色\n",
    "node_shape|节点的形状|style|边的样式\n",
    "width|边的宽度|edge_color|边的颜色\n",
    "with_labels|节点是否带标签|font_size|节点标签字体大小\n",
    "font_color|节点标签字体颜色|alpha|透明度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"创建图\"\"\"\n",
    "# G = nx.Graph()  # 无多重边无向图\n",
    "G = nx.DiGraph()  # 无多重边有向图\n",
    "# G = nx.MultiGraph()  # 有多重边无向图\n",
    "# G = nx.MultiDiGraph()  # 有多重边有向图\n",
    "\"\"\"添加节点\"\"\"\n",
    "# G.add_node('Z')\n",
    "\"\"\"添加边\"\"\"\n",
    "for u, v in ['AB', 'AC', 'BC', 'BD', 'CD', 'DA', 'DE']:\n",
    "    G.add_edge(u, v)\n",
    "\"\"\"绘图\"\"\"\n",
    "nx.draw(G, with_labels=True, node_color='lightgreen', font_size=30, node_size=999, width=3, alpha=0.8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nx.shortest_path_length(G, source='A', target='D')  # 最短距离"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['A', 'B', 'D']"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nx.shortest_path(G, source='A', target='D')  # 最短路径"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['A', 'B', 'D'], ['A', 'C', 'D']]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(nx.all_shortest_paths(G, source='A', target='D'))  # 所有最短路径（返回生成器）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'A': 0.18492815043731575,\n",
       " 'B': 0.14003175000502271,\n",
       " 'C': 0.1995456602798346,\n",
       " 'D': 0.2905662888405113,\n",
       " 'E': 0.18492815043731575}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nx.pagerank(G)  # 网页排名"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 布局\n",
    "参数|解释\n",
    "-|-\n",
    "circular_layout|节点在一个圆环上均匀分布\n",
    "random_layout|节点随机分布\n",
    "shell_layout|节点在同心圆上分布\n",
    "spring_layout|用Fruchterman-Reingold算法排列节点"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Building prefix dict from the default dictionary ...\n",
      "Loading model from cache C:\\Users\\ADMINI~1\\AppData\\Local\\Temp\\jieba.cache\n",
      "Loading model cost 3.333 seconds.\n",
      "Prefix dict has been built succesfully.\n"
     ]
    }
   ],
   "source": [
    "import jieba\n",
    "# 分词\n",
    "jieba.suggest_freq(('人', '美', '波'), True)\n",
    "text = '大波美人鱼人美波大。奶罩作用是用作罩奶。明天到操场操到天明。床上人客叫客人上床。上海自来水来自海上。'\n",
    "words = jieba.lcut(text)\n",
    "# 创建空的网络图\n",
    "G = nx.Graph()\n",
    "# 添加节点\n",
    "for word in words:\n",
    "    G.add_node(word)\n",
    "# 添加边\n",
    "for i in range(len(words) - 1):\n",
    "    G.add_edge(words[i], words[i+1])\n",
    "# 用黑体显示中文\n",
    "mp.rcParams['font.sans-serif']=['SimHei']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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3F5OQkBBs2bIFUVFRUv0BxM3NDV26dMH06dOlOk7yFYwQUmvPnj1jrq6ujM/ns59//pnt2LGDcblc9sMPP7C3b9+WO7dp06aVtlFUVMSaNWvGjhw5wsrKykQWK5/PF1nbsqysrIy1bduWXb16VdKhfNGxY8dYmzZtWG5urqRDIXUkvWMqhMiA6laLAr5ciSovLw+9evUS2TBnaWkpkpKSpGZrO2kSEBAAfX19DBw4UNKhVCkpKQnz58/H9evXoaGhIelwSB3RUDMhtVCbalHVrUQlCpmZmWjfvj3i4uLQsmVLkdxDFhUXF6Nt27Y4efIkbG1tJR1OpQoLC9G9e3f8+OOP1ZqUR6Qf9XgJqYXaVouSlKZNm2LWrFlYvXo1Dh06JOlwpIavry8sLS2lNukCwLx589ChQwfMnDlT0qEQIaEeLyF1wOVyMWnSJBgbG5erFqWkpFShWpSWlhZMTEwqbScpKQkPHz4UaWWh3NxcmJqa4saNGzTkjE+jEW3atMH169el9vsRGBiIjRs3IioqCg0bNpR0OERIaMokIbWUmZmJIUOGgMfjYf369QAgqBaVk5ODDh064MSJEygqKgLwv0pUlf0RR3UoTU1NLF++HMuXLxf5vWTBzp07MWDAAKlNuvHx8Vi4cCGCg4Mp6X5jaKiZkFqoabUoExOTcpWo/ispKQniGHyaPXs2du3ahVu3bqF3794iv5+0ysrKgo+PD+7duyfpUCr18eNHODo6YvPmzfWqelh9QUPNhNRSQkJCucIV7u7uaNq0KZYtWyZ4rbCwUFC4QkdHB+/fv6+0LTs7O/j7+wt2ChKl48ePw8fHB3fv3pWq59DitGTJEhQUFGDv3r2SDqVSU6ZMAZ/Px5EjR+rtz+hbRomXkHqGz+fDxsYGy5cvh6Ojo6TDEbuXL1+iY8eOePjwIZo1aybpcCo4dOgQtm3bhqioKKipqUk6HCIClHgJqYeuX7+OOXPmID4+vkJJy2/drFmzoKmpiS1btkg6lAoePXqEvn37Ijw8HO3bt5d0OEREKPESImY8Hg8cDkfiQ4jff/89RowYgTlz5kg0DnFKSUlB9+7d8eTJEzRu3FjS4ZRTUFCALl26wMPDAy4uLpIOh4gQJV5CxOzBgwc4c+YM1q5dK9E4YmNjMXjwYDx58qTezJqdOHEi2rVrB09PT0mHUg5jDM7OzlBUVMTBgwclHQ4RMVpORIiYGRsb49ChQwgLC5NoHNbW1ujfvz+8vb0lGoe48Pl8TJo0CQsXLpR0KBUcOHAAsbGx2L17t6RDIWJAPV5CJODChQtYsmQJHjx4UK7Ihri9ePECnTt3Rnx8PJo0aSKxOMSFz+dL3Y5P//zzD/r3748///yzwvaO5NskXf8HElJPDB8+HO3atcPmzZslGoehoSGcnZ2xbt06icZRV1u2bEFxcfFXz+NwOHjz5g2uXr0qhqi+Lj8/H46OjtixYwcl3XqEeryESEh6ejqsra1x584dtG3bVmJxvH//HmZmZvjrr7/Qpk0bicVRF8rKysjKyoK6uvpXz42Pj0evXr3w6tUrKCkpgc/ng8vlQklJSQyR/g9jDBMnToS6ujr2798v1nsTyaLES4gE+fj44Ny5c7h586ZEZzlv2rQJMTExCAkJkVgMdaGuro73799XOmz/559/YujQoTA1Na30Wj6fD0tLS7FvHuHr64u9e/fi7t27UFFREeu9iWRR4iVEgng8Hrp27Yp58+ZJdAlJYWEhTE1Ncfr0aXTr1k1icdTWfxMvl8sFACgoKCAyMhJr1qzBtWvXBOdv2rQJOjo6mDFjhkTijY2Nxffff487d+5U+YGAfLvoGS8hEiQvLw8/Pz8sW7asynKS4qCqqoo1a9Zg6dKlYqkZLQpNmzaFlpYWtLS0oKGhgW3btgEAFBUVweFwUFpaCj6fD+DTmtnPz4T5fD5KSkrEFmdubi4cHR3x66+/UtKtp6jHS4gUWLBgAfLy8iS6hpPL5aJjx47Ytm0bhgwZIrE4auNLQ813796Fl5cXWrRogbt376KoqAiJiYlQU1ODmZkZeDwe2rRpg+DgYJHHyRjD2LFjoaOjI7V1oonoUY+XECmwfv16XL9+Hbdu3ZJYDAoKCti8eTM8PDzA4/EkFoewffz4EQ0bNsSePXsQExODQYMGoUmTJuDz+di7dy9iY2PFknQB4LfffkNKSgp27NghlvsR6USJlxAp0LBhQ+zatQuzZs0S67Dnfw0bNgxaWloICAiQWAzClpaWhtatWwMAIiMjcevWLbi4uGDx4sVwcXFBfHy8WOKIjo7G2rVrERISItG120TyKPESIiVGjBgBU1NTbN26VWIxyMnJYevWrVi9ejWKiookFocw/f333zA3N8ejR4/g7OyMwMBAKCoqwsjICL6+vhg8eDD8/PxQVlYmshhycnIwbtw47NmzByYmJiK7D5ENlHgJkRJycnL49ddf4ePjg+TkZInFYWtriwkTJiA9PV1iMXwJj8erVpIsKytDSUkJQkNDYWVlhVGjRuHAgQNo3749uFwueDweevXqhZs3byI0NBSvX78WSbyMMUybNg0ODg71chtGUpGCpAMghPyPgYEBVqxYgdmzZ+P69esSWdu7ZcsWrFmzBsrKyhWOnTx5Er1794a+vj4AwMvLCyYmJhg7dqzY4jtz5gx+/PHHcgUvtLS0KvQkS0tL8eOPP8LBwQHt27fH48ePBVsglpWVobS0FABgZGSECxcuiCzeXbt2IS0tDSdOnBDZPYhsoVnNhEgZLpeLLl26YNGiRZg0aZLY7/+lKlBHjhzBmjVrsH79ekyYMAHGxsawsLCAtra24JySkhL4+fnVmx2PvuT+/fsYOnQo7t69CyMjI0mHQ6QEJV5CpND9+/cxfPhwxMfHi33f2C8tzQE+bayQnp6OhIQEPHz4EIsWLRIcY4yhpKQEbdq0gby8vLhClkolJSUYO3YspkyZgpEjR0o6HCJFKPESIqXmzp2L4uJisdfxraoK1OvXr/HkyRP0798fSUlJGDlyJFRVVStcf/jwYXTo0EGsMX/GGJNo6c1/k1QNaCL9aHIVIVJqw4YNuHz5MiIiIsR+78qqQOXk5GDOnDmYP38+NDQ0EBAQgIYNGyI8PByDBg1CdHQ0unfvLtE1wDk5OSguLhZp9a3q7m7E4XCwY8eOau2aROoXSryESClNTU3s3LkTbm5ugolA4pKZmYmcnBzk5OSgsLAQy5cvh4WFBaKjoyEvLw8NDQ20bdsWDRo0gLq6OgoKClBUVISysjIoKCgISjOK29q1a+Hj4yPSXm9WVhacnJwEPxM+n1/lz2f16tWCEQNCPqOhZkKkGGMMw4YNw3fffYcVK1aI5Z5fe8abkJAAOTk5jBo1Cm/fvoWhoaHg2LNnz6Cvrw9/f3/Y2tqKJd7PuFwuWrRogYiICKFub1iX3Y2+9r0k9RP1eAmRYnJycti9eze2b9+OlJQUSYcDxhhGjRoFVVVVhISEwNHREcHBwejTpw+io6PRq1cv/PXXX2JPugBw/fp1GBoaCn1PYQUFBXTv3h3R0dGCP6NHj4abmxuio6MRExNT7S0FuVwu9YAJJV5CpJ2hoSGWLVuGOXPmSHznoEuXLqF9+/YwMDDA+/fvoaWlBSMjI8FEoo8fPwrWyorb0aNHRbL8qq67G1W1axKpv2iomRAZUFZWBhsbG3h4eGDChAlCa5fH44HP55dLlpUNj5aVlYHD4aB79+7YsWMH7OzsEB4ejsWLF5drLyEhAd999x2uX78utBirIz8/Hy1btkRycjJ0dXWF2nZddjeioWZSGapcRYgMUFRUxL59+7BmzRqMHj1aaEtUalIFau7cuWjWrBns7OwAQDC8/JmXlxdCQ0PFnnQB4OzZs+jZs6fQky5QfncjAHB3d8eHDx+Ql5eHvXv3okuXLkK/J/m2UeIlREr9tzzjzZs3MXnyZCgofP2f7ZYtWzB//vyv9rQcHR2FVj+4c+fOcHZ2FkpbNRUYGIgZM2aIpO2qdjdSVlaGi4sLTp06hXbt2onk3uTbREPNhEipupRn/FLZx2/Nq1ev0L59e7x69QoqKipCb/+nn36Cra0tLC0tMWLECJw/fx4nTpyAiYkJjIyM4OzsjBUrVmDq1KkVnm/TUDOpDPV4CZFSLi4u6N27N9LT03HgwAEMGzas0vKMlVWPUlRUrFbP+Ftw/PhxjBo1SiRJt6ysDKGhoZg9ezZGjhxZ5e5GCxYsgL29PZo1a/bVyWWfn5fX95Ka9Vn9+JdJiIxJT08XlGcsKSmBm5sbVFVVMWbMmHLnHT58uFq/wD8vYRFmMubz+eBwJL8w4ujRo9ixY4dI2o6Pjy+3u9Hn719luxuFhIRU+3m5j4+PUCfJERnDCCFS559//mGmpqZs3rx57NWrVywqKor16dOH5efns5UrVzLGGPvxxx9ZXFxcpderqakxTU1NwR8VFRXm5eUltPh4PB67ePEiy8/PF1qbtfHPP/+wFi1aMB6PJ/J7FRcXs6KiIpHfh3z7JP9xlRBSgTDKM1ZW9lFYOBwOTp06hV9++UVobdbG0aNH4eTkJPKed15eHhwcHBAYGCjxtdRE9tHkKkKkWG3LM4pjUs/z58/RpUsXJCQkiGQZz9fweDy0atUKV69eRfv27UV2n3fv3sHBwQFdunTB7t276dksqTPq8RIipZgUl2cEgNatW2P8+PHYvHmzRO5/69Yt6OrqijTppqWloWfPnnBwcMCePXso6RKhoMRLiJSS5vKMn61cuRKHDx9GRkaG2O8dGBiIyZMni6z9hIQE2NnZYdasWVi/fr3U7PNLZB8NNRMihRhj6Nq1a7XKM165cqVGZR+F3Wtbvnw5srOzsW/fPqG2+yWFhYVo3rw54uPjBQVGhCkqKgrDhw/Hli1bJFYUhHy7KPESIoUePnwIT09PnD9/vtLjn8szRkZGVrqMpTKiWsaSnZ2Ntm3bIjIyUug7A1Xl5MmTOHToULU2pK+pP/74AxMmTBCsnSZE2CjxEiKDPk8oatGixRfPE9da240bN+Lx48c4fvy4yO8FAEOHDsW4ceOEPtR85swZzJo1C6dOnUKvXr2E2jYhn1HiJeQbVlRUhE2bNmHRokXQ1NQU2X0KCgpgYmKCq1evwtLSUmT3AYC3b9/C1NQUGRkZQi2J6e/vj9WrV+PSpUuwtrYWWruE/BdNriLkG8bhcPD+/XtYWVnhzp07IruPuro6li9fjlWrVonsHp8FBQVh6NChQk26W7duxcaNG3Hr1i1KukTkKPES8g1TVlbGnj17sGvXLowZMwY///yzoHyksM2aNQsPHjxAZGSkSNr/TJizmRljWLp0KQICAnD79m2xPaMm9RsNNRNST2RmZmLKlCnIycnBsWPHYGxsLPR7HDx4EAEBAQgLCxPJ8pukpCT06dMH6enpda47zeVy4ebmhvj4eFy6dAmNGzcWUpSEfBn1eAmpJ5o2bYrff/8dEydORPfu3XH48GGhlz90dnbG69evcePGDaG2+9nRo0cxYcKEOifd4uJiODo6IiMjAzdu3KCkS8SKeryE1EMPHz7ExIkTYW5ujn379qFRo0ZCazs4OBjbtm3D/fv3hdrrZYzByMgIp0+fRqdOnWrdTl5eHkaMGAE9PT0EBAR8dRkWIcJGPV5C6iELCwtERUWhWbNmsLS0RFhYmNDaHjNmDLhcLs6dOye0NgHgzp07UFVVrdPkp3fv3qFfv35o27Ytjh07RkmXSAQlXkLqqQYNGmDnzp3w8/PDpEmT4OHhIdhjti44HA68vLzg6ekJHo8nhEg/OXr0KCZPnlzrXnRaWhrs7Oyo7jKROEq8hNRzgwYNQlxcHOLj42Fra4ukpCShtNm4cWMcO3ZMCBECJSUlCAkJwcSJE2t1fUJCAnr27InZs2dT3WUicZR4CSHQ1dXF+fPnMXPmTNjZ2WHfvn11mnglJycHLy8v/Pzzz0LpRf/+++/o2LEjDAwManxtVFQU+vXrhw0bNmDBggV1joWQuqLESwgB8ClZurm5ISIiAvv27cOIESPw7t27WrfXs2dPmJmZwd/fv86xBQYGYtKkSTW+7o8//sCQIUPg5+cn0p2MCKkJmtVMCKmgtLQUq1atwtGjR3HmVc97AAAgAElEQVTo0CF8//33tWonJiYGQ4cORXJyMtTU1GrVRnZ2Nlq3bo20tLQalb2kustEWlGPlxBSgZKSErZs2YLAwEBMnz4d7u7uKC4urnE7nTp1gp2dHXbv3l3rWEJCQmBvb1+jpOvv74+ffvoJ165do6RLpA71eAkhX5SdnY2ZM2fiyZMnOH78ODp06FCj6xMTE9GzZ08kJydDS0urxve3s7PDsmXLqr1F35YtW+Dr64tr165RCUgilajHSwj5osaNGyMkJATu7u7o27cvfv311xpNvDIzM8OwYcPg7e1d43s/e/YMSUlJsLe3/+q5n+suBwYGUt1lItWox0sIqbaUlBQ4OTmhcePGOHToEJo2bVqt61JTU9GpUyfEx8ejSZMm1b7f+vXr8ebNm68OVVPdZSJLqMdLCKk2ExMT3L59GzY2NrC2tsbFixerdV2rVq3g5OSETZs2VftejDEcPXr0q7OZqe4ykTXU4yWE1Mrt27cxefJkODg44JdffoGqquoXz3/z5g3atWuH2NjYaq3HvX//PpycnPDkyZMqC15Q3WUii6jHSwipFTs7O8TFxSE3NxedO3dGbGzsF89v0qQJZs2ahXXr1lWr/c+93aqSLtVdJrKKeryEkDo7duwYFixYgGXLlmHhwoXgcCr/TP/hwweYmpri9u3baNu2bZXtlZWVoXnz5vjrr78q3Tc4LS0NAwcOxLhx47B27VoqAUlkCvV4CSF15uTkhKioKJw7dw4DBw7Ey5cvKz2vUaNGWLhwIVavXv3F9q5duwYTE5NKk25CQgLs7OwwZ84crFu3jpIukTmUeAkhQmFoaIjw8HD07dsXnTp1wunTpys9b968eYiIiPji0HRgYGClJR7v37+Pvn37YuPGjZg/f77QYidEnCjxEkKERkFBAZ6enrhw4QKWLVuG6dOno6CgoNw5ampqWLFiBTw9PStto7S0FG3atMG4cePKvf7HH39g6NCh2L9/P9VdJjKNEi8hROi6deuG2NhYMMZgbW2N+/fvlzs+Y8YMyMvL4/379xWuVVJSgqenZ7llQadPn8aECRNw6tSpalewIkRa0eQqQohIhYSE4Mcff8T8+fPh4eEh2ICey+VCTk7uqxvSl5WVwdPTExMmTICVlZU4QiZEpCjxEkJELiMjA87OzuByuTh79iy0tbVrdD2fz69ypjQhsoYSLyFELHg8Ho4dO4YxY8Z8tdgGId8ySryEELFijNESIFKv0dgNIUSsKOmS+o4SLyGESABjDKWlpVUeKykpEXNERFwUJB0AIYTUxMePH8HlctGwYUOZnnCVkpICOzs7KCoqAvi04QOHw4G6urog8aampkJNTQ2NGjVCq1atwOPxoKOjg7CwMJiamkJBQQFKSkooKiqCtrY2IiMjJfyuSHVQ4iWEyJTIyEiMGTMGBQUFUFNTg4aGBjQ1NaGhoVHl37/0mpqamkSGv9u0aYM3b94Ivl6zZg20tLSwYMGCCucqKysjLi4OmZmZcHR0BPBpvXNoaCgMDQ0RFxdHlbxkCCVeQohEcLlcbN++HcXFxVi+fLmg5/c1AwcORG5uLvh8PgoKCpCbm4u8vDzk5eUJ/v7v11JTUyu89u/zSkpK0LBhwxol68r+3qBBA5ElcAWF//2q/rzuWUFBAd7e3tDU1MSbN2/o2bkMocRLCBEpxhhiYmKQmpoKBwcHqKioAADOnDmD7t27o6CgABcuXMDo0aNr1C6HwxEkvrrgcrnIz8+vNGn/+7U3b95Umdxzc3PB4/FqlKwXLVoExhgUFBQgLy8vGGr+5ZdfBN+30tJSZGRkoKCgADY2NuByudDS0hLEbm1tDT09PTx//hzJycl1+j4Q8aHESwgRiQ8fPuDYsWPw9/dHbm4u5s6diwYNGgiOm5iYYP/+/SgrK4OHh0e12uRyuWCMVbt3XB0KCgpo1KgRGjVqVKd2SkpKBIn4Swk8PT0deXl56NKlC/Lz87F06VIMHToU1tbWACDYPOLzc15lZWWoq6sjOjoamZmZGD9+PIBP34t+/foJhpqr2pSCSB9KvIQQoWGM4datW/D390doaCgGDRqEX375Bf369aswEapTp05Yt24dVFRUoK6u/tW2+Xw+IiMjMWXKFHh4eMDFxQXKysqieis1pqysDF1dXejq6tb42nv37kFFRQVNmjTB2bNnMXLkSMjJyZX7oPJfxcXFGDt2LJSUlPDx40doamrWJXwiRlRAgxBSZ69fv8bhw4dx8OBBKCsrY8aMGZg0aVKNS0NWx+3bt7Fx40Y8evQIS5Ysgaurq0xXwiotLUWPHj2wZMkSWFhYYMCAAbh37x5atGghOEdDQwPNmjUDj8eDnp4ewsLCoKuri+zsbMjLyyMuLg6TJ09Gt27dYGNjg86dO8PCwuKLiZtIjuzOxSeESBSXy8XFixfxww8/oF27dnj27BmOHj2Khw8fYv78+SJJugBgZ2eHy5cv4+zZswgLC4OxsTG2bduG/Px8kdxPlN6/f49hw4bBzMwMY8eOhbm5OdauXYu+ffviwYMHgvNUVFSQmJiImJgYjBkzBvfv30fHjh0FE60YY1BTU0OnTp0QFRUFV1dXNG7cGNbW1pgxYwZ8fX0RFRVFa4OlBSOEkBpISUlhK1asYM2aNWO2trbswIEDLD8/v0Zt8Pl8VlhYyHg8Xp3j+eeff9i4ceOYrq4uW7duHfvw4UOd2xS1goICtm/fPqanp8fmzJnDSkpKyh0/cOAAa9SoEZs0aRJ79OgRi4+PL3d83LhxbNeuXYwxxrhcLgsPD2f9+vUrd05hYSG7e/cu2717N5s6dSrr2LEjU1FRYdbW1szV1ZX5+vqyqKgoVlxcLNo3SyqgxEsI+aqioiJ27Ngx1rdvX6ajo8Pc3d3Zo0ePat3elStXmKOjI+Pz+UKLMTExkbm4uDBtbW22cuVK9u7dO6G1LWx///036927N/vjjz+qPOfFixds6dKlLCcnp9zrN27cYE2aNBF82Dl9+jRTU1Nj3t7eX71vYWEh++uvv9ju3bvZlClTmIWFBVNRUWGdOnViM2bMYL6+viw6OpqSsYjRM15CSJX++ecf+Pv74/jx4+jcuTNcXV0xfPjwOk1qYoyhZ8+emDNnDiZOnFjuWFRUFPT09NCqVatat//8+XNs2bIFwcHBmDZtGhYtWgR9ff1atyeN0tLSYGBgAODTpDPG2Ff3Na5KYWEhHjx4gL///lvwJyUlBebm5oLnxZ+fGSspKQnzbdRblHgJIeXk5eXhxIkTOHDgAF6/fo1p06Zh6tSpMDQ0FEr7YWFhcHNzQ0JCQoVksXjxYujq6mLZsmV1vk9GRga2bduGwMBAODk5YcmSJYJkRb7s38k4Ojoaf//9N54+fYp27doJErGNjQ06dOhQrWRsa2uLCxcuQFdXFxs2bEBQUJBgDkBWVhYePnwIxhjKysrKtcfn81FUVAQ1NTUAnyaiNWjQADweT6YLhtByIkIIGGOIjIyEv78/zp49iwEDBmDt2rX4/vvva92Tqsr69euxfPnySts1NjYWrGOtqxYtWsDHxwcrVqzA9u3bYW1tjVGjRsHDwwPGxsZCuce3SlVVFba2trC1tRW8VlhYiLi4OPz999+IjIzErl278OzZM7Rr165cz7iyZKykpCRInkpKSti0aROGDh0KAOjcuTOATzPj7e3toaSkhMzMTOjr64PP58PAwADnzp0DACgqKkqsxKcwUY+XkHrs7du3CAwMhL+/PxhjcHV1xeTJk9GkSROR3O/OnTuYNGkSnjx5UmkRjGvXrmHLli34448/hH7vrKws+Pj4YM+ePRg8eDCWL18Oc3Nzod+nPvn48WOFnvGzZ8/Qvn17dO7cGUZGRpCXl8ehQ4ewatUq9O3bF4cPH8bRo0cFFcdKS0tx//59QZvnz5/HrFmzkJKSgpKSEjRu3Bh+fn5ISEjAjh07oKWlhZycHEm9ZeGQ0LNlQoiEcLlcdvnyZTZ69GimqanJXFxcWEREhFAnOlVl0KBBzNfXt8rjKSkpzNDQUKQx5OTksI0bNzI9PT3m6OjI4uLiRHq/+qagoIDdvn2b+fj4MHt7e6ahocEAMCsrKxYdHf3Fa4uKipiVlRU7e/Yse/bsGdPX12eZmZns0KFDbMWKFYwxxjQ1NcXxNkSK1vESUk+kpqZizZo1aN26NVatWoWBAwciNTUVhw8fhp2dnciH76KiovDo0SNMmTKlynMMDAzw6tWrKvepFQZNTU2sWLECT58+Rffu3eHg4IDhw4eX63WR2lNTU0OPHj0wb948XLlyBbm5ubCzs8OZM2dw6tQpWFlZwcDAANeuXYOxsTHs7OygqamJ3Nxc9OnTB5qamnj37h1Onz4NLS0tuLi4gDEm88PL/0aJl5BvWElJCUJCQmBvb49OnTohKysLFy5cQFRUFNzc3MRaZnDjxo1YsmTJF2dEKyoqonnz5khNTRV5POrq6li4cCGePn0Ke3t7jBkzBvb29oiIiBD5vesTxhj4fD527tyJtLQ0TJ48Gd999x04HA6aNGmCxYsXo2XLlmjQoAG6du2KQYMGYfv27cjJycHevXthY2Mj0g9ikkDPeAn5BsXHx+PAgQMIDAxEhw4d4OrqipEjRwp2BhK3f/75B/b29nj27NlXYxg4cCAWLVqEQYMGiSm6T0pLSxEYGIhNmzahefPm8PT0xIABA76pnpa4hYaGYvny5cjMzER4eDiUlZXx4sULAMDvv/+Orl27QkdHBwDQr18/5OfnQ1lZGcOHD4e7uzt69+4NOTk5BAUFISUlBRs2bPgmnvHSrGZCvhEFBQUIDg7GgQMH8Pz5c0yZMgWRkZEwMTGRdGjYsGEDFi1aVK3Eb2xsjKdPn4ohqvKUlJQwffp0uLi44OTJk5g3bx40NTXh6emJIUOGUAKuBVtbW0RERGDEiBFo1aoVRo4cidzcXDDGkJSUhKtXr0JTUxOlpaVwc3PDiRMnoKioiNjYWKxevRoaGhpwdHSUqs0whEKiT5gJIXXC5/PZvXv32IwZM5iWlhYbPnw4O3/+PCsrK5N0aALx8fFMV1e32mUlt27dyhYuXCjiqL6Ox+OxkJAQZmlpySwtLVlISIhQSlzWR71792b5+fmMy+Wyx48fM0tLS9a1a1c2aNAgtnfv3grn29vbs+vXrwu+DgoKYlu3bmWMfRuTqyjxEiKDsrKymI+PD7OwsGDGxsbMy8uLvXz5UtJhVWrSpElsw4YN1T7/1KlT7IcffhBhRDXD5/PZxYsXWdeuXZm5uTk7evSoVH2wkWZ8Pp89f/6cWVhYsMLCQnb8+HHWrl07FhUVxRwcHNijR4/YwIED2YgRI1h4eDi7du0aO3LkCDMzM2ODBw9mAwYMYO3btxfMuC8tLWWNGjWS8LuqO0q8hMgIHo/Hbty4wcaPH880NTWZk5MTu3nzplT3wpKTk5m2tnaFesNfEhsbyzp06CDCqGqHz+eza9eusV69ejFjY2Pm7+9fYXMDUtHQoUPZ0qVLWXFxMXN3d2fPnj1jjDE2YMAAlpSUxLhcLjt48CC7ffs2s7S0ZK6urmznzp3sypUr7Pnz54L/v4ODg1mfPn1Y586dJfl2hIImVxEi5V6+fInDhw/jwIEDaNiwIWbMmAEnJyc0atRI0qF91fTp09GiRQusXbu22tfk5+ejadOmKCgokNrnqn/++Sc2btyIxMRELF26FNOnT6e9b0WosLAQf/31F/Ly8tC3b19oaWlJOqQ6oeVEhEihsrIynDt3DsOGDYOFhQXS09MRHByMuLg4/PTTTzKRdF+8eIFz585h/vz5NbquYcOGUFNTQ2Zmpogiq7tevXrh6tWrCA4OxtWrV2FkZITt27fj48ePkg7tm5SWloYJEyZAXl5e5pMuQImXEKmSnJwMDw8PGBgYwNvbG2PGjEF6ejp8fX1hY2MjtT3AymzduhUzZsxA48aNa3ytpGY211S3bt1w4cIF/P7777h79y6MjIzg5eWFvLy8arfBGKtynSpjjDavB2BmZoZLly5h5syZCAwMlHQ4dUZDzYRIWFFREU6fPg1/f38kJCTA2dkZ06dPh5mZmaRDq7WXL1/CwsICiYmJ0NPTq/H1Tk5OsLe3h7OzswiiE52EhARYWVmBx+NBW1sbpqamiIiIgKmpKRQUFKCkpISioiJoa2sjMjISwKcPW3Z2doLa1Xl5eeBwOFBXVxck3tTUVMEmA/VZQkIC7O3tsXjxYsybN0/S4dQareMlREJiY2Ph7++PkydPolu3bpg3bx6GDh36Tex5um3bNkyZMqVWSReQnR7vf5mbm6NRo0a4c+cOVq9ejbi4OPD5fCgpKSE0NBSGhoaIi4srN/zepk0bvHnzRvD1mjVroKWlhQULFkjiLUg1c3NzREREYODAgcjOzsbPP/8sU6NAn1HiJaQOkpOToaKighYtWlTr/JycHJw4cQL+/v7IysrCtGnTEBsb+03tE/vmzRsEBATg0aNHtW7D2NgY169fF2JU4qOgoABjY2N4e3tj/Pjx4HA4UFBQgLe3NzQ1NfHmzRuZTBbSolWrVoiIiMCgQYOQnZ2NnTt3gsORraemlHgJqYPffvsNDRo0wObNm6s8hzGGiIgI+Pv748KFC7C3t8fmzZvRv39/mfuFUR3bt2/HhAkT0KxZs1q3YWxsDF9fXyFGJT4FBQWwsbEBl8stNxHI2toaenp6eP78OZKTkwWvt2rVClwuV5CMPw81//LLLwD+9ww4IyPj26vgVEtNmjRBWFgYhg0bBhcXFxw8eLDSbSalFSVeQupAWVkZzZs3r/QYYwxPnjzB8OHDoaCgAFdXV3h7e0NXV1fMUYpPVlYW/P3967yZvawONQOfNl+Ijo5GZmYmxo8fDwDgcrno16+fYKj59OnTgvOTk5OhqKgoSLzW1tYAIPgefn7OS0m3PC0tLVy9ehVjxozB6NGjERQUJLFa5DX17X3cJkSEcnNzwePxBF9zudxy/9hLSkrw4cMH8Pl8yMnJoXXr1jh69CgePXoEd3f3bzrpAsDOnTsxatSoOg+df17Hm5+fL6TIJKu4uBhjx46FnZ0dpk6dWu6YkpKSIOneu3cPKioqMDQ0xNmzZwEAcnJytEa4Cqqqqjh37hzU1dXh4OBQo9nkkkSzmgmpgZYtWwqSKgB8+PABioqKUFdXBwDw+XyUlJTg4cOHdRpqlUU5OTkwMTHB/fv3YWRkVOf2OnTogGPHjsHS0lII0YmPhoYGmjVrBh6PBz09PYSFhUFXVxfZ2dmQl5dHXFwcFixYgPDw8HLXlZaWokePHliyZAksLCwwYMAA3Lt3r9rzB+ozPp+Pn376Cffu3cOVK1ek/gMu9XgJqYH09HS8fPkSGRkZyMjIQPfu3TFy5EjB169evUJWVla9S7oAsHv3bgwePFgoSReQ3eFmFRUVJCYmIiYmBmPGjMH9+/fRsWNHyMvLV3nN+/fvMWzYMJiZmWHs2LEwNzfH2rVr0adPH1y8eLHcKAupiMPh4LfffsPgwYPRs2dPpKenSzqkL6LES0gtZWRk4MWLF4iOjkZaWpqkw5Go/Px87Nq1CytWrBBam7KaeD/3ZBs2bAh3d3fs3r0bY8eOBQDweDzk5uYKkvDHjx/h5+eH9u3bw8TEBAcOHBC04+rqimXLlmHUqFFQU1PDuHHjEBYWRkm4CnJycli/fj3c3NxgZ2eHpKQkSYdUJUq8hNTSwoUL8eOPP2L16tWYOXOmpMORqL1796Jfv35CLfohq4nX3Nxc8Pc//vgD4eHhgue658+fx5AhQzBkyBAAQFJSEo4fP44TJ07gt99+q7CGe8aMGUhJSYGLiwvatWuHxYsXo1mzZpg9ezYl4Sq4u7tjzZo16NOnD2JiYiQdTqXoGS8hteDn54eDBw8iIiICioqKGDt2LIyNjbFp0yZJhyZ2hYWFMDIywvXr12FhYSG0di9fvozt27fL7Hrez9LS0gSTzfh8PhhjXxx2/pqnT5/i1KlTCA4ORkZGBkaNGoWxY8eiV69edWr3W3P27Fm4ubnh9u3bMDU1lXQ45VDiJaQKb9++RaNGjcqtD8zJycHKlStx7do1hIWFCSa+FBQUoE+fPmjTpg18fHxqXbFJFvn4+CA8PFwwC1dYnjx5AgcHB5ns9YrLf5Pw6NGj4ejoWO+TsK2tLS5cuICsrCycOHECZ86cgba2NoBPS94ePnwoOHfv3r0YM2YMdHV1UVxcDCUlJZGvr6ehZkL+Iy0tDXPnzoWZmRkeP36Mz59Nw8LC0Lp1a7x//77CbFN1dXXcuHEDZWVl6NixI7KzsyUVvlgVFxdj27Zt8PT0FHrbhoaGyMjIQFlZmdDb/lYYGxtj2bJl+PvvvxEZGQkDAwPBcPScOXPq7XC0kpIS1NTUYGZmBjU1NWzatAnh4eEIDw+vMJx/9OhRwbK1zp07w8bGBjY2NmjVqhU4HA68vb2FHh8lXkL+35MnTzBt2jRYW1tDVVUV8fHxsLKyEiwd6t27Ny5cuICgoKBKd9zR0tLCqVOncOPGjVrtyCOLDh06BEtLS3Tu3FnobSspKUFfX7/eT1yrLmNjY3h4eNTrJJyeno6zZ88iOzsbFy9exNu3bwEAK1asgJ2dHezs7CqMBMjJyQl6uI8fP0ZMTAz27NmDpk2b4vbt21i0aJHwA2WE1HMPHjxg48aNYzo6OmzNmjUsKytL0iHJhNLSUmZgYMAiIyNFdo9+/fqxq1eviqz9+iAlJYVt2rSJderUienp6bHZs2ezmzdvMi6XK+nQhC4iIoI5OjoyPT09NmbMGPbgwYMqz3306BHz8/Njbdq0YZs3b2YRERGMMcb8/f3ZwIED2du3b0UWJ/V4Sb119+5dDB8+HIMGDYKNjQ2ePXuGn3/+ud70VusqMDAQbdq0ga2trcjuYWRkRM9466g+9YTt7OwQHBwMc3NzHDp0CCdOnICVlRUMDAxw7do1GBsbw87ODpqamlBQUEDz5s2hpKQEXV1dqKuro1OnTnB1dUVGRgYGDhwIKysrWFlZISEhQahxUuIl9QpjDDdv3kT//v0xfvx4DBo0CM+ePcPixYvRsGFDSYcnM7hcLry8vLBq1SqR3sfY2BjPnj0T6T3qk/qQhBljKCsrw8qVK5GWlobJkyfju+++A4fDQZMmTbB48WK0bNkSxsbGGDx4MLS0tNCvXz9YWVkhJCQEM2bMwM8//wxDQ0Ps2LEDqqqqUFAQ7rYGlHhJvcAYw8WLF/Hdd99h9uzZmDx5MpKTkzFnzhyqg1sLZ8+eRbNmzdC7d2+R3kdW1/LKgqqScPPmzWU2CZ87dw5t27ZFYmIiZs6cibVr18LS0hKurq74/fffMW/ePKirq1e5laC2tjZ+//139O/fH1FRUejcuTM+fvwo9A/ltJyIfNN4PB5OnToFLy8vyMnJYeXKlRg1alS9XmpRV+z/t6nLyclBkyZNRHqvmJgYTJ06FQ8ePBDpfcj/pKSkCJYovXr1CqNGjfriEqXPPcx/zxbm8/koKiqCmpoagE91qBs0aAAejyeUvYgLCgqQmJiIxMREJCQkCP779OlT6OvrQ0tLC7dv38bIkSORm5sLxhiSkpLQsmVLaGpqorS0FG5ubpgxYwbs7OzQq1cvFBQUIC0tDba2tmjXrh18fX1x6dIlmJiY4MGDB4L3IgyUeMk3qbS0FEePHsXmzZuho6ODlStXYvDgwbQBuRCEh4cjKioKixcvrvALV9hyc3PRvHlz5Ofn089OAqpKwr179xb0GF+9egV7e3soKSkhMzMT+vr64PP5MDAwwLlz5wB8Ss4aGho12m2KMYa3b98iISGhXHJNTEzE+/fvYWpqCjMzM5ibm8Pc3BxmZmYwNTVFgwYN0KdPH4SGhkJFRQVJSUmYOHEilJWV0bhxY/zwww+YNWsWwsPDsXXrVqSmpmL69OmIjIyEtrY2tm7diu+++w6+vr7o2bMnWrRogYyMDOF+Y0U2bYsQCSgsLGS//vorMzAwYAMGDGBhYWGMz+dLOiyptmbNGmZoaMg6d+7MVFRUmIWFBbOysmJKSkqsc+fOrEWLFmzLli2C8zdt2sR8fHwYY4z16tWL6erqstatWzNLS0umqKjI3r9/L9T4GjduzDIzM4XaJqm55ORktmnTJtavXz9WVFRU4fi5c+dY06ZNWUFBgWBlwL59+9iCBQsYY4xpampW2i6Xy2XJycns4sWLbOvWrWzatGnM1taWaWlpscaNG7MePXowV1dX9ssvv7BLly6xp0+fVjkjm8/ns+fPnzMLCwtWWFjIjh8/ztq1a8eioqKYg4MDe/ToERs4cCAbMWIEe/DgAbtw4YLg90N+fj579eoV69u3L1uwYAErKipiL168YAYGBsL49pUj3CfGhEhIXl4efH19sWPHDnTr1g0hISHo2rWrpMOSCfLy8hgyZAj69OmDJUuWYPbs2VBTU8PixYvh4eGBixcvQl5eHgUFBUhPT8etW7fg6uqKFy9e4NatW1i4cCEGDBgABwcHGBoaCioECcvn57yiHtYmX2ZiYgIPDw94eHiAz+eXO1ZcXIw1a9Zg7969ePv2LXr06IHY2FgoKSlBVVW1QltlZWU4efIktm3bhpSUFOjp6Ql6r127doWLiwvMzc2ho6NTo5EOOTk5zJ07Fw4ODuBwOIiKikJoaChat26NsrIyKCoq4vLlywgICEDz5s3RsWNHwbXq6uqwt7dHz5494eXlhfPnz8PZ2RlLliyp/TetqjgZo6FmIruysrKwa9cu7NmzBwMHDsTy5cuFWi+4Pnjx4gVevHgh+Prw4cMwNzdHt27dBK81b94ccnJy8Pf3x+HDhzFz5kwEBwcjMTER8+fPx+DBg2FqaoqpU6dW2Ge2ro4dOwZbW1uhbTdIhCs3Nxf29vZo0KABnJyckJubi4MHD8LAwADjxo3D06dPsWHDBmhpaSEnJ0dw3fPnz/Hhw4WPYI8AABuRSURBVAe0bdtWqM9P6+JzcgY+DXWL6vEG9XiJTHr9+jW2b9+OgwcPYtSoUfjrr79gYmIi6bBkkqGhIQwNDQVfHz58GCdPnkRERITgNVVVVQQHB2P06NHIzMzEtGnTcOfOHQCfnqcrKysjOjoaDx48gJWVFby9vdG/f3+hxOfo6CjS58ikbtTV1dG1a1c0a9YM27dvx+jRo7F3715cv34dpaWlVV7XunVrtG7dWoyRft2/67KLck4BJV4iU168eIGtW7fi5MmTmDx5MuLi4tCyZUtJhyXzXF1d0bRpUygoKCA/Px9du3aFvr4+ACA2NhZHjhwBAFy8eBEODg6Ij49Hhw4dAHzaxF1LSwt9+vSBo6MjJk6cKNRESUlXusnLy2P9+vVQVlbGzZs30aNHD3Tp0gVdu3ZFUFCQpMOTSpR4iUxITEzEpk2bEBoaCjc3NyQmJtarHYBE7f79+2jYsKHgE39WVpZgI/G7d+8KlpHExcVBU1MTaWlp6NGjBwDg3bt30NHREbSVnZ0NDQ2NGt3/80zpJUuWoLS0lJKtjBk5ciQUFRURGxuL1atXQ0NDA46OjlBWVpZ0aFKJEi+RarGxsfDy8sKtW7cwb948PH36FFpaWpIO65tTVlaG/v37VzoR5sGDB+ByuVBSUkJISAimTZuGoKAgrFixAowxvHjxAs2bNxecn5WVhUaNGtXo/nfv3hXce+DAgUhISIC6ujo0NDQQHx+P169fQ1tbG2vXrsXhw4ehra2N+Ph4mJiYQF5eHvHx8bCwsMCbN28wd+5cLF26tG7fEFIjN2/eBAAMGjQIixcvxoABAwAAwcHB0NTUlGRoUokSL5FKkZGR2LhxI+Li4rB48WIcOnQI6urqkg7rm3Xp0iXB87iAgAC8f/8eCxcuBACMGDFCUN1LWVkZRkZGsLS0xNSpUzFr1izY2NiUex6WlZVV7XrXNZ0pXd0Z2ER8srKyEBMTg9evXyM1NRU7duzAli1b8Pr1azx8+BBycnIoKysT+R63soQSL5EajDHcuHEDGzduRFpaGpYtW4YzZ87QcJUIHTt2DPv37y9XNjM1NRUlJSXltuMrLS3FsGHDoKOjg7/++gv37t1DcHAwli5dioCAAACfCimkp6ejoKCg2h+SMjMzceTIEcTGxuLBgwdYuXIlEhMTwePxIC8vjxcvXpSbgDNp0iTBDOxDhw4JZmAHBwcDAKZOnVqu901E782bN1iyZAm6dOmCWbNmwczMDG3btoWBgQHk5OQQEhKCPXv20Kz0f6HESySOz+fj4sWL2LhxIwoKCrBixQqMHz9e6IXJSUVOTk5wcnIq99q2bduQmZlZYQPwrKws/F979x4U1Xm/AfxZ5CIYTLIIClHTqh0RbYKK8VYjEAIKtCHCYihqKGo0Y2vFDDUIJAaIF/BasRCrBk2kxLRidFVWFAneIhpviFXwAhlU0LoNoAH2dn5/+HPrRlRWlt1l9/nM+IfLnnO+O3Pg2fc93/ec5ORk5Ofnw9bWFvfu3cOUKVO066WzsrJQUFCAlJSUNh9/wIABendKt7UDm4zDy8sLZ86ceezPhw8fjrlz58LPz8+IVZk3ruMlk1GpVNi2bRuWLFkCe3t7JCYmIiwsjFNSVuajjz7C4MGD4ezsDJlMhjVr1kAikSAxMRHe3t4AgN///vd4//33MW7cOJ0O7LKyMvTo0UOnAzsvLw+Ojo6m/EhET8QhBRldS0sLtmzZgmXLlsHDwwPLly9HYGAg78VrpfTtlG5rBzaRuWLwktH89NNP+Pvf/47ly5djyJAh+PzzzzFu3DhTl0Umpm+ndFs7sInMFYOXOlx9fT3+9re/Yc2aNRg7dix27NiB4cOHm7osMhP6dkq3tQObyFwxeKnD/Oc//8Hq1auRnZ2NiRMnoqioCF5eXqYui/TU1NTUoddMv/jiizZ1Sn/zzTd6dWDHxcV1WM1E7cHgJYO7fv06VqxYgZycHERGRqK0tJRLCTophUKBlJQUpKamdkiX+Z07d3Ds2LE2dUrr04FNZM7Y1UwGc/XqVSxbtgxff/01YmJi8MEHH3BNZSdXVlYGiUSCixcvmroUIovBdRuko6qqCj/99NMjr/v5+aGioqLVbcrLyzF16lS89tprcHNzQ0VFBVauXMnQtQBlZWV8zCKRgTF4SUd2djaGDh2K06dP67xub2+v88gsAFCr1YiPj8cbb7wBLy8vXLlyBampqTrLQKhzY/ASGR6nmukRmzZtwt27d1FTU4O8vDyIxWJcvXoVvXv3hkqlgkKhQFVVFdRqNa5duwYPD49Wl3ZQ5xcaGorp06fj7bffNnUpRBaDI17SUqlUkEqliI2Nxdy5c+Hk5ISUlBScOXMGY8aMwZ49e/DJJ59gzJgxAO7fsH7AgAEMXQt27tw5sxjxnjhxAleuXDF1GUQGweAlrdu3b2PhwoUICwtDfX19q++JiorCxo0bjVwZmcKPP/4IuVxuFh3pmzdvxt69e01dBpFBMHhJy93dHSdPnkRwcDCcnZ2hVCqRkJCAF198EbW1tQgLC0O3bt1QWlpq6lLJCM6fPw8vLy+zuHe2SqXiQzPIYpj+N4rMir29PYYOHYrDhw9DLpcjJycHffr0wenTp3Hw4EG4u7vzNo9Wwpwaqxi8ZEkYvFbs7t27j7ymUqkwZ84cyOVynDhxAr/+9a8xbNgwfPPNN1i1ahUmT55sFiMg6njmFrx8+AFZCn6FtCIqlQrHjh2DVCrF7t27IZFIkJCQoHND+Y8//hiDBw/Gyy+/jC5dusDDwwNJSUkICAiAjY0NTp06ZcJPQMZUVlaGiIgIU5cB4P7SNY54yVLwTLZwcrkcBQUFkEqlkMlk6Nu3L0JDQ7FhwwaMGDFCZxRRUFCAzZs348yZM4iIiEB8fDyA+9f6NBoNnJyccOzYMQQGBnL0YeEEQTC7ES+DlywFz2QLIwgCysvLtaPas2fPws/PDyEhIUhPT0fv3r1b3UYkEsHf3x/5+flQKBTw9fWFIAjw8/ODu7s7vvvuO9y8eRPJycmYMmUKpFIpRo8ebYJPSMZQU1ODrl27wtXV1dSlAGDwkmXhmWwBmpqaUFxcDKlUCqlUCpFIhNDQUCxcuBC+vr5PfLJMXV0dunfvDkdHR9jb22PEiBEAgEWLFuG7777Dxo0btctJPDw8sGfPHlRVVeEXv/iFMT4amYg5jXYBXuMly8Lg7aRqamqwe/du7N69G8XFxfD29kZISAj27NkDLy8vnWeZPs65c+e0085vvvnmI9uMGjWq1e0YupbP3IKX13jJkvBM7iTUajVOnDihnUL+4YcfMGHCBERFRSEnJ0f7kPC2KiwsRHR0NNauXYvAwMAOqpo6q7KyMrzxxhumLkOLU81kSXgmm7H6+nrs27cPUqkUe/fuRc+ePRESEoK1a9di1KhRz/yHKCcnBwsWLMC//vUvrsmlVpWVlWHevHmmLkOLwUuWhGdyK44fPw4AGDlyJADgwIEDUCgUmDhx4hO3W716Nfr164ff/e53T3yfRqPBtm3bEBERofPHRBAEVFRUaEe1J06cwLhx4xASEoJPPvmk3VO8giAgNTUVn3/+OYqLizFo0KB27Y8sk1KpREVFBby8vExdihav8ZIlYfA+RKVSQRAEiMVizJo1CwcOHAAAJCcnIysrC4IgQKPRPPYPwKlTp+Dg4PDU46xZswZ79uzBW2+9BbVajZKSEuzevRtSqRRNTU0IDQ1FXFwc/P390a1bN4N8NqVSidmzZ+Ps2bM4duwYevXqZZD9kuWpqKhAnz59zOrhF7zGS5aEZ/JDpFIpFi9erL2hhKenJ5qbm9GnTx/MmTMHgiBg5syZiImJaXV7W1vbp34rLyoqQlpaGpydneHh4YGGhgYIgoA5c+bgn//8J1599dU2NUbpo6GhARKJBLa2tiguLsZzzz1n0P2TZTG3xiqAU81kWXgmPyQsLAyurq6or6+HjY0NioqKUFdXh6ioKAiCADs7OwQEBDx2e7lc/tin+gDAkSNHMG/ePDg5OeG1115DaGgovv/+e/To0QPJyckd8ZFw48YNBAcHY+TIkVi3bh3/eNFTmWvwcqqZLAX/CrdCEAS9Xn/gwoULj52ek8vliIuLg4ODA1544QXcuHEDixYtgkqlQt++fbFr1y7U19fj0qVL7a7/gfLycgQHB2P27Nn48MMPDT6SJstUVlaGd99919Rl6OCIlywJz+SH+Pj4oFu3btqAksvlaGlpQXV1NYD7TVHx8fEoLi7GCy+8oLNtdXU1lEolysvLUVdXh549e+r8XCwWo7S0FBEREZg9ezYCAgKwevVq/Pjjj1i0aBFqamowYcIEg32WgwcPYvLkyVi1ahWio6MNtl+yfOY44uU1XrIkIuFpwzgrlpmZCRcXF0RFRT31vYmJiRCJRHB1dUVlZSUyMzNbfV9ERATKysrg7OyMW7duQaVSwcPDA0qlEmq1GufPn2933Vu3bsX8+fORl5cHPz+/du+PrEdjYyN69eqFhoYGs5raHTJkCPLy8jBkyBBTl0LUbvwK+ZCkpCTIZDI4OTlBJBKhsrISjo6O+OyzzwDcn+7y9PTEhg0bdLa7fPkytmzZglOnTsHJyQne3t4oKSnB66+//sgxNBoN1q1b1+qINygoqF31C4KAJUuWYP369SgqKsLgwYPbtT+yPufPn8egQYPMKnQBXuMly8LgfUhaWhrS0tIAAJcuXUJUVBQGDhyI8PDwxz4e7datW5g0aRKWLl2qvaH8+vXrIZFIIJVKtfc+fkChUCAuLg7PP/88bty4AZVKhf3790OhUEChUDxz7Q+eo1taWoqjR4/Cw8PjmfdF1sscp5kBXuMly8Iz+WeampqQnZ2N3Nxc5Obmon///oiOjkZ+fj7mzZsHHx8f7TXgQ4cOYcaMGXjvvfd0rqP6+flh7dq18PX1xYcffoi4uDjtEh6pVGrwmu/evYvJkydr1wQ7Ozsb/BhkHcw1eHmNlywJz+SHzJw5E3v37sXUqVNRWFiobaDatm0btm/fjvfeew/V1dU4ffo0HBwcEBsbi4yMDISFhT2yr8jISPTr1w/JycmYPn06amtr8c477+g0b7Xm3r17SExMbHWframtrUVISAiGDh2KrKws2NnZPduHJ8L94H3anddMgSNesiRsrnrIrVu3IBaLn/gLfufOHbi4uAD433NsTeXf//43goODERsbi6SkJC4XonYRBAE9evRAeXm52d3ZzN3dHd9//z0voZBF4FfIh7i5uT31PQ9CV61Wm7TZo6SkBBKJBOnp6Wa35pI6p+bmZmRnZz+yFM4ccMRLlsTG1AV0RtevX8fChQuhVqtNcvy8vDxERERg69atDF0yGEdHR0gkErOcOeE1XrIkDF49KRQKREZGonv37kYf8QqCgPT0dPzlL3/B/v37n3j7SiJLwhEvWRIGr57i4+Ph4uKChIQEox73wXKhL7/8EkePHsUrr7xi1OOT9WhsbMSoUaNw8+ZNAMD48eMhk8lMWhPX8ZIl4VdIPfzjH//A7t27cfLkSdjYGO87S0tLCyQSCZqamnDo0CE8//zzRjs2dX6NjY3o0aOHdplQXV0dNBoN3N3dAQBVVVVYt24dJk+eDADYtWsXRCIR3N3dcf78efzwww/w9/c3Wf0Ap5rJsvBMbqPy8nLMnTtXZ5mRIRw/fhwAMHLkSADAgQMHoFAoMHHiRO17NBoNwsPDERUVpX1kIVFb2dvbw93dHSdPngQALF++HM3NzUhKSgIAxMTE6CxDW7VqFf70pz8BABYvXozGxkaMHj1a+3O1Wo0VK1YYNYw51UyWhGdyGzQ0NCA8PBwZGRnw9vY2yD5VKhUEQYBYLMasWbNw4MABAEBycjKysrIgCAI0Gg26dOkCR0dHTJs2zSybXsj8iUQi1NbW4je/+Q2A+82BGo0GBQUFAIDKykrtunGpVIqTJ0/Czc0NR44cwcmTJ7FkyRJUV1dr7+pm7KZCQRCwY8cOo84yEXUkBu9TCIKA2NhYjB8/HjExMQbbr1QqxeLFi7UjWE9PTzQ3N6NPnz6YM2cOBEHAzJkztcdk6NKzsrGxQa9evXD48GEArY94gft3bZs/f752DW9cXBxWrFiBO3fu6OxPEASjjj5FIhF++9vfGu14RB2NwfsUK1euRHV1Nb788kuD7jcsLAyurq6or6+HjY0NioqKUFdXh6ioKAiCADs7O3Ytk0G0dYS6adMmjB07Frdv3wYAFBQUQCwWIycnBxs2bIBUKoUgCHj11VexZcuWjiyZyKIxeJ+gpKQEGRkZOH78OLp27dohx3jcjcN4QzEylJaWFty8eRM+Pj4A/tdctWPHDgD3m6vCwsIwffp0TJs2TfsYTLFYrN3HjBkztFPNhtbY2Ig333wT+fn5cHd3x/jx47Fw4cJ2P62LyFwxeB/j5s2biIqKwubNm/Hyyy8bfP8+Pj46922Wy+VoaWlBdXU1gPsNVfHx8SguLjZoMxdZn+vXr2PUqFH49ttvATx+qrlr165t+oJp6EantnZR69udTWSuGLytUCqViIyMxKxZszrsW/eDDtMHMjMz4eLioh1tEBnK8ePHMXz48Hbt48FUM3D/9+Pw4cN48cUXDVFem7uox44dq1d3NpG5YvC2YsGCBejevbv2F7ojJCUlQSaTwcnJCSKRCJWVlXB0dMRnn30G4P6owtPTExs2bOiwGsg6fPXVVzrnslKphEqlAgCcPXsWV65cgZOTk/bnGo3mkUsdHTXVrE8XtVqtbnN3NpE5Y/D+zP79+7Fjxw6D3SSjuroaMpkMXbt2hUQigaOjIwAgLS1N+4fl0qVLiIqKwsCBAxEeHo6IiIh2H5cIAGpqaqBSqTB27Fjta4MHD4ZSqQQAbN26Fa+88oo2zID7waxQKHT+/+D9hqRvF7UgCG3qziYydwzehwiCgDFjxuDgwYM6jSX6uHfvHoqLiyGTySCTyfDf//4XgYGBeOuttx65ftbU1ITs7Gzk5uYiNzcX/fv3R3R0NPLz8zFv3jz4+PhwGRG1S+/evVFYWKjz2sPP201PT39km5+/f+bMmR1Sm75d1KZ6KAmRoVn183hXr16Nfv36tevB34Ig4Ny5c9qgLS0txfDhwxEUFISgoCB4e3u3OnKeOXMm9u7di6lTp2LBggU6DVTbt29Hamoqqqurcfr06Q5p7iIytebmZiiVSkRFReGPf/wjJkyYAADIycnB5cuXH5nabmhogKur6xObqzZs2MDpZjJ7Vj3iPXXqFBwcHPTe7vbt2ygsLIRMJsO+ffvw3HPPITAwEH/+85/h5+cHZ2fnp+7j008/RVZWVqvdoZMmTcKkSZNw584d7fN/iYxNEIQOnXHRt4u6rd3ZRObOqoPX1ta2TU88USgUOHbsGPbt2weZTIbLly/D19cXQUFB+Pjjj9GvXz+9j+3m5vbU9zB0yVSUSiXKy8sNdotUfbXWRW2I7mwic2DVwSuXy1FfX//Yn6tUKvzhD3/Azp078atf/QpBQUFYuXIlRo8ezWULZNHkcjn8/f1x8eLFNn1JbI+2dlHr251NZK6sOngvXLjwxF9UtVqN+fPnY+XKlXB1dTViZUSm1bNnT7zzzjtYs2YNPv300w49Vlu6qJ+lO5vIXFltc1V1dTV8fX3RvXt37Nu3Dz179jR1SURm5dq1axgxYgSuXLnCZ0ATGZDVBm9iYiJEIhFcXV1RWVmJzMxMU5dEZHamTZuGQYMGISEhocOP1dLSAo1Go13rTmSprDJ4L1++DD8/P5w6dQpOTk7w9vbGxo0b8frrr5u6NCKzcuHCBfj7++Pq1asdev1UqVTi7bffRnh4OGJiYrh+nSya1T1Z+tatW5g0aRKWLl0KV1dXdOvWDevXr4dEIsGJEydMXR6RWfHy8sKYMWOwcePGDjuGRqPB9OnTIQgCpkyZwtAli2dVwXvo0CGMGzcO7777LqKjo7Wv+/n5Ye3atfD19UVqairu3r1rwiqJzEtCQgIyMjJ0GqAMRRAExMfH48qVK/j666+5WoCsgtUEb21tLWJjY7Fs2TJ88MEHj/w8MjIS3377LY4ePYqGhgYTVEhknkaMGAFPT09s3brV4PvOyMiATCbDrl27uBSIrIZVXePt6DvxEFmq4uJizJo1CxcuXGjTTWfaYtOmTUhJScGRI0fw0ksvGWSfRJ2B1Yx4ATB0iZ7R+PHj4eLigu3btxtkfzt37kRiYiJkMhlDl6yOVQUvET0bkUiEhQsXYvHixY/cZUpfJSUlmDFjBnbt2oWBAwcaqEKizoPBS0RtEhISovPg+Wdx9uxZREREIDc3Fz4+PgasjqjzYPASUZuIRCIkJCRg8eLFz7T91atXERwcjMzMTAQEBBi4OqLOg8FLRG0mkUhQW1uLQ4cO6bVdXV0dAgMDkZSUhMjIyA6qjqhzYPASUZt16dIFCxYs0GvUW19fjwkTJmDq1Kl4//33O7A6os7BqpYTEVH7tbS0oH///ti5cyeGDRv2xPc2Nzdj4sSJ8PLyQmZmJlcWEIEjXiLSk4ODAzIyMh55dN/PaTQafPTRR3Bzc8Nf//pXhi7R/+OIl4j0JggCNBrNE2+modFooFAo0KVLF94KkughDF4iIiIj4lQzET2T9PR0eHh4wMfHR+efh4cHMjIyTF0ekdmyNXUBRNQ52dnZYdiwYQgNDdV5XSqVcmqZ6AkYvET0TNRqNcRiMQYMGKDzulgshlqtNlFVROaPwUtEz8Te3h5Hjx7FuXPndF6/e/cuRowYYaKqiMwfm6uISC+CIEChUMDe3v6JS4QUCgVsbW1hY8NWEqKHccRLRHq5evUqJk+eDAcHB23w1tXVoaWlBX379gXwv3DOzMzEyJEjTVkukdnhiJeInklVVRWWLl2KrKwsbNy4ETU1NVi0aBEEQYBSqYSdnR1vmkHUCo54ieiZfPXVV7h48aI2XDdt2oTCwkJt8BYUFMDFxcXEVRKZH454iUhvVVVVGD16NAICAnD79m289NJLcHd3R1pamvY9arUaLS0tcHJyMmGlROaHXQ9EpBe5XA5/f38kJSXhiy++QEpKChwcHCCVStGrVy+IxWJ069YNdnZ2OHjwoKnLJTI7HPESkd6uXbuGX/7yl6Yug6hTYvASEREZEaeaiYiIjIjBS0REZEQMXiIiIiNi8BIRERkRg5eIiMiIGLxERERGxOAlIiIyIgYvERGRETF4iYiIjIjBS0REZEQMXiIiIiNi8BIRERkRg5eIiMiIGLxERERGxOAlIiIyIgYvERGRETF4iYiIjIjBS0REZEQMXiIiIiNi8BIRERkRg5eIiMiIGLxERERGxOAlIiIyIgYvERGRETF4iYiIjIjBS0REZEQMXiIiIiNi8BIRERkRg5eIiMiIGLxERERGxOAlIiIyIgYvERGRETF4iYiIjIjBS0REZET/BxddZUlHUWf5AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nx.draw(G, alpha=1, with_labels=True, node_color='white', font_size=12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nx.draw(G, pos=nx.shell_layout(G), alpha=1, with_labels=True, node_color='white', font_size=12)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
